What does "AI visibility" mean for my business?

When someone asks ChatGPT, Claude, or Gemini "what is the best..." or "where can I find...", AI gives specific recommendations. AI visibility is a measure of how often — and how positively — these AI platforms mention your business. It's the new version of being on the first page of Google, except now there are no pages — just one answer.

Which AI platforms do you monitor?

Pendium monitors ChatGPT, Claude, Gemini, Grok, Perplexity, DeepSeek, and Google AI Overviews — seven major AI platforms that consumers use to research local services. We run real queries that your customers actually ask and analyze the responses for mentions of your business, competitors, and industry topics.

How does Pendium improve my visibility?

Three ways. First, we identify the exact queries and topics where you're invisible. Second, we generate AI-optimized content — articles, guides, social posts — designed to help AI agents understand your business and recommend your services to the right people. Third, we continuously monitor to track improvement and find new opportunities. Most clients see measurable improvement within 60 days.

How long until I see results?

You'll get your first visibility report within minutes of signing up. Actual visibility improvement varies, but our clients typically see a 47% average improvement within 60 days. Some see results faster — it depends on your current online presence and how competitive your local market is.

Do I need to be technical to use this?

Not at all. Enter your website URL and Pendium handles everything: scanning AI platforms, analyzing your visibility, generating content, and tracking improvement. The dashboard is designed for business owners, not engineers. If you can check your email, you can use Pendium.

What makes this different from SEO?

Traditional SEO optimizes for Google's search rankings — blue links on a results page. AI visibility is different: AI doesn't show links, it gives direct answers. Even if you rank #1 on Google, ChatGPT might recommend a competitor. Pendium optimizes for the new paradigm — making sure AI platforms know about, trust, and recommend your business.

Pricing

Get a demo

RoboDock

Visibility18

Vibe81

Businesses/Robotics & Autonomous Systems/RoboDock

AI Visibility & Sentiment

RoboDock

RoboDock provides autonomous depot operations for electric and autonomous vehicle fleets, specializing in robotic charging and vehicle inspection systems. Built by Stanford-trained robotics experts with experience at Amazon and Zipline, the company delivers intelligent perception and advanced sensing solutions that eliminate manual charging bottlenecks at fleet scale.

Active Monitoring

robodock.tech

Robotics & Autonomous Systems YC25-26

AI Visibility Score

18/100

Invisible

Sentiment Score

81/100

Score by Priority

How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

core

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe RoboDock today.

RoboDock is currently a ghost in the AI-driven procurement landscape, vanishing from 100% of critical searches related to enterprise fleet automation and infrastructure selection. While the brand maintains a fragile foothold with L4 Autonomous Fleet Architects, it is being systematically erased by competitors like Rocsys and ABB who have successfully claimed the 'robotic charging' narrative across every major LLM.

Working in your favor

Technical resonance with the L4 Autonomous Fleet Architect persona, achieving a 50% mention rate and an average position of 11.0.

High performance on Claude with an average rank of 7.0, indicating the brand's technical specifications are well-indexed by Anthropic's models.

Strong direct brand recognition in 'vibe check' queries where it secures top-three rankings on ChatGPT, Claude, and AI Overviews.

Gaps to close

Total absence from AI Overviews (0% visibility) for industry-standard searches, ceding the entire top-of-funnel search real estate to competitors.

Zero visibility within ESG and Maritime personas, failing to influence key stakeholders concerned with sustainability and port automation.

Complete lack of mentions for high-intent queries regarding vision-guided plug insertion and automated vehicle safety inspections.

Opportunities

Claim the 'vision-guided plug insertion' category which is currently a vacuum in RoboDock's AI profile despite being a core product capability.

Leverage the brand's existing favorability in Claude to expand into broader 'autonomous infrastructure' keywords where the platform already shows a baseline of knowledge.

Bridge the gap into Gemini by optimizing technical documentation for Google's structured data preferences to improve the current 8% mention rate.

Highest-Impact Actions

Deploy high-authority technical whitepapers focused on 'vision-guided plug insertion' and 'alignment systems.'

RoboDock is currently invisible for these specific solution-based queries, while Rocsys and Heliox are being cited as the primary authorities.

Optimize digital assets for AI Overview inclusion by utilizing structured data and clear, declarative 'What is' and 'How to' headings.

A 0% mention rate in AI Overviews represents a total loss of market share for users interacting with Google's SGE features.

Develop and distribute ESG-specific robotics case studies focused on carbon reduction and fleet efficiency.

The ESG-Focused Fleet Executive persona currently shows 0% visibility, meaning the brand is not even considered for sustainability-driven contracts.

Value Proposition

The robotics layer that powers autonomous EV and AV depots, eliminating manual charging and inspection bottlenecks to recover $1.2M+ per depot annually while achieving 99% fleet uptime.

Overview

Mission

Powering autonomy by closing the final manual gap in fleet electrification through intelligent robotics and advanced sensing.

Products & Services

Autonomous robotic charging systemsAutomated vehicle inspection technologyVision-guided plug insertion and alignmentClosed-loop depot management softwareFleet infrastructure intelligence platform

Current State

Visibility Landscape

A high-level view of how RoboDock performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	94	97	70	97
“What do you know about RoboDock? What do they do and what's their reputation?”	#2	#1	Yes	#1
Core3q Product/service category queries	0	50	38	0
“how to automate charging for a large delivery fleet so drivers don't have to plug in manually”	—	#1	#5	No
“compare vision-guided plug insertion and alignment systems for commercial EVs”	No	No	No	No
“most reliable robotic EV charging companies for enterprise fleets right now”	No	No	No	No
Growth Areas2q Adjacent, aspirational & visionary	0	35	0	0
“how to automate vehicle safety inspections for a logistics fleet to save time”	No	#13	No	No
“best ways to speed up turnaround times at an electric truck depot, what tech should I buy”	No	No	No	No

“What do you know about RoboDock? What do they do and what's their reputation?”

Yes

“how to automate charging for a large delivery fleet so drivers don't have to plug in manually”

—

“compare vision-guided plug insertion and alignment systems for commercial EVs”

“most reliable robotic EV charging companies for enterprise fleets right now”

“how to automate vehicle safety inspections for a logistics fleet to save time”

#13

“best ways to speed up turnaround times at an electric truck depot, what tech should I buy”

Competitive Landscape

Geotab

18 mentions

Samsara

17 mentions

Rocsys

16 mentions

ABB

14 mentions

Heliox

11 mentions

WiTricity

10 mentions

ChargePoint

10 mentions

Siemens

9 mentions

Momentum Dynamics

8 mentions

InductEV

8 mentions

RoboDock

4 mentions

Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve RoboDock's AI visibility.

Key Findings

Strength

Technical resonance with the L4 Autonomous Fleet Architect persona, achieving a 50% mention rate and an average position of 11.0.

Strength

High performance on Claude with an average rank of 7.0, indicating the brand's technical specifications are well-indexed by Anthropic's models.

Strength

Strong direct brand recognition in 'vibe check' queries where it secures top-three rankings on ChatGPT, Claude, and AI Overviews.

Recommended Actions

Deploy high-authority technical whitepapers focused on 'vision-guided plug insertion' and 'alignment systems.'

RoboDock is currently invisible for these specific solution-based queries, while Rocsys and Heliox are being cited as the primary authorities.

Optimize digital assets for AI Overview inclusion by utilizing structured data and clear, declarative 'What is' and 'How to' headings.

A 0% mention rate in AI Overviews represents a total loss of market share for users interacting with Google's SGE features.

Develop and distribute ESG-specific robotics case studies focused on carbon reduction and fleet efficiency.

The ESG-Focused Fleet Executive persona currently shows 0% visibility, meaning the brand is not even considered for sustainability-driven contracts.

Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPT

Claude

Gemini

AI Overviews

Depot Automation & Scaling Efficiency(2 queries)

“how to automate charging for a large delivery fleet so drivers don't have to plug in manually”

0/3 platforms mentioned

Core

Claude

1.WattEV

2.Momentum Dynamics

3.Volvo

4.Tesla

5.Saft

+5 more

Gemini

1.InductEV

2.Momentum Dynamics

3.WiTricity

4.Halo

5.WAVE

+15 more

AI Overviews

1.Rocsys

2.Schunk

3.Electreon

4.InductEV

5.ChargePoint

+1 more

“best ways to speed up turnaround times at an electric truck depot, what tech should I buy”

0/4 platforms mentioned

Adjacent

The ESG-Focused Fleet Executive · Chief Sustainability Officer

ChatGPT

1.ABB

2.Terra

3.Siemens eMobility

4.SICHARGE

5.Heliox

+27 more

Claude

1.Samsara

2.Geotab

3.ABB Terra 360

4.Siemens Sitras

5.ChargePoint Enterprise

+3 more

Gemini

1.ABB Terra HP / MCS

2.Kempower Satellite System

3.Heliox Rapid 600kW

4.Outrider

5.Einride Saga

+9 more

AI Overviews

1.Noodoe DC360P

2.Cyberswitching CSE3

3.TopDon EV Rescue 5K

4.Ampcontrol

5.Samsara

+9 more

Source Intelligence

Citations

The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

Autonomous charging of electric vehicles with robotics - Rocsys

rocsys.com

RoboDock

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

RoboDock

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.